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SotA/Time Series/Video Prediction/KTH

Video Prediction on KTH

Metric: PSNR (higher is better)

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Results

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#Model↕PSNR▼Extra DataPaperDate↕Code
1WAM29.85NoExploring Spatial-Temporal Multi-Frequency Analy...2020-02-23Code
2E3d-LSTM29.31No--Code
3VarNet28.48No--Code
4PredRNN++28.47NoPredRNN++: Towards A Resolution of the Deep-in-T...2018-04-17Code
5PredRNN-V228.37NoPredRNN: A Recurrent Neural Network for Spatiote...2021-03-17Code
6MSPred27.81NoMSPred: Video Prediction at Multiple Spatio-Temp...2022-03-17Code
7SAVP-VAE27.77NoStochastic Adversarial Video Prediction2018-04-04Code
8Conv-TT-LSTM27.62NoConvolutional Tensor-Train LSTM for Spatio-tempo...2020-02-21Code
9Znet27.58No---
10LMC27.5NoVideo Prediction Recalling Long-term Motion Cont...2021-04-02Code
11DFN27.26NoDynamic Filter Networks2016-05-31Code
12Grid-keypoints27.11NoAccurate Grid Keypoint Learning for Efficient Vi...2021-07-28Code
13MSNET27.08NoMutual Suppression Network for Video Prediction ...2018-04-13-
14TrajGRU26.97NoDeep Learning for Precipitation Nowcasting: A Be...2017-06-12Code
15MCnet + Residual26.29NoDecomposing Motion and Content for Natural Video...2017-06-25Code
16fRNN26.12NoFolded Recurrent Neural Networks for Future Vide...2017-12-01Code
17SAVP-VAE (from Grid-keypoints)26NoStochastic Adversarial Video Prediction2018-04-04Code
18MCnet25.95NoDecomposing Motion and Content for Natural Video...2017-06-25Code
19SV2P time-invariant (from Grid-keypoints)25.87NoStochastic Variational Video Prediction2017-10-30Code
20SV2P time-invariant (from Grid-keypoints)25.7NoStochastic Variational Video Prediction2017-10-30Code
21Struct-VRNN (from Grid-keypoints)24.29NoUnsupervised Learning of Object Structure and Dy...2019-06-19Code
22SVG-LP (from Grid-keypoints)23.91NoStochastic Video Generation with a Learned Prior2018-02-21Code
23SAVP (from Grid-keypoints)23.79NoStochastic Adversarial Video Prediction2018-04-04Code
24VPN23.76NoVideo Pixel Networks2016-10-03Code
25ConvLSTM23.58NoConvolutional LSTM Network: A Machine Learning A...2015-06-13Code